{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 折线图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Series图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.Series([100, 250, 300, 200, 150, 100])\n",
    "s\n",
    "s.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 正弦曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sin曲线\n",
    "x = np.arange(0, 2*np.pi, 0.1)\n",
    "x\n",
    "\n",
    "y = np.sin(x)\n",
    "\n",
    "s = pd.Series(y, x)\n",
    "s\n",
    "\n",
    "s.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DataFrame 图表\n",
    "- 图例的位置可能会随着数据的不同而不同"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Jeff</th>\n",
       "      <th>Jack</th>\n",
       "      <th>Rose</th>\n",
       "      <th>Lucy</th>\n",
       "      <th>Lily</th>\n",
       "      <th>Bob</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1st</th>\n",
       "      <td>95</td>\n",
       "      <td>81</td>\n",
       "      <td>64</td>\n",
       "      <td>86</td>\n",
       "      <td>88</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2nd</th>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>56</td>\n",
       "      <td>89</td>\n",
       "      <td>53</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3th</th>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>67</td>\n",
       "      <td>77</td>\n",
       "      <td>52</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4th</th>\n",
       "      <td>69</td>\n",
       "      <td>78</td>\n",
       "      <td>67</td>\n",
       "      <td>92</td>\n",
       "      <td>58</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5th</th>\n",
       "      <td>51</td>\n",
       "      <td>83</td>\n",
       "      <td>61</td>\n",
       "      <td>69</td>\n",
       "      <td>76</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Jeff  Jack  Rose  Lucy  Lily  Bob\n",
       "1st    95    81    64    86    88   66\n",
       "2nd    89    94    56    89    53   95\n",
       "3th    80    95    67    77    52   60\n",
       "4th    69    78    67    92    58   81\n",
       "5th    51    83    61    69    76   56"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.random.randint(50, 100, size=(5, 6))\n",
    "index = ['1st', '2nd', '3th', '4th', '5th']\n",
    "columns = ['Jeff', 'Jack', 'Rose', 'Lucy', 'Lily', 'Bob']\n",
    "\n",
    "df = pd.DataFrame(data, index, columns)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 每一列一根线\n",
    "df.plot()\n",
    "\n",
    "# 每一行一根线\n",
    "df.T.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 条形图和柱状图\n",
    "\n",
    "Series柱状图实例，kind='bar/barh'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.randn(10, 4))\n",
    "# df.plot(kind = 'bar') # 第一种方式\n",
    "# df.plot(kind='barh') # 第二种方式\n",
    "df.plot.bar(stacked=True) # 堆叠"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "Author: WangGuojian 1085844536@qq.com\n",
    "Date: 2024-08-31 12:38:00\n",
    "LastEditTime: 2024-08-31 13:02:10\n",
    "LastEditors: WangGuojian 1085844536@qq.com\n",
    "FilePath: \\demod:\\Developer\\WGJ\\VSCode_WorkSpace\\Python\\Pandas\\代码\\11_Pandas绘图.ipynb\n",
    "Description:\n",
    "'''\n",
    "s = pd.Series([100, 200, 300, 200])\n",
    "s.index = ['Lily', 'Lucy', 'Jack', 'Rose']\n",
    "s.plot(kind='barh')\n",
    "\n",
    "# kind: Literal['line', 'bar', 'barh', 'hist', 'box', 'kde', 'density', 'area', 'pie', 'scatter', 'hexbin']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DataFrame柱状图实例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Python</th>\n",
       "      <th>C</th>\n",
       "      <th>Java</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>83</td>\n",
       "      <td>64</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>73</td>\n",
       "      <td>78</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <td>16</td>\n",
       "      <td>66</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Python   C  Java\n",
       "A      63  68    34\n",
       "B      83  64    88\n",
       "C      73  78    31\n",
       "D      16  66    12"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.random.randint(0, 100, size=(4, 3))\n",
    "index = list('ABCD')\n",
    "columns = ['Python', 'C', 'Java']\n",
    "\n",
    "df = pd.DataFrame(data, index=index, columns=columns)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='barh')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 聚会规模可视化项目:\n",
    "- 读取文件tipsksv，查看每天各种聚会规模的比例求和 \n",
    "- df.sum()，注意灵活使用axis\n",
    "- df.div(): 获取数dataframe和其他元素的浮点除法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>day</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fri</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Stat</td>\n",
       "      <td>2</td>\n",
       "      <td>53</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sun</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Thur</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    day  1   2   3   4  5  6\n",
       "0   Fri  1  16   1   1  0  0\n",
       "1  Stat  2  53  18  13  1  0\n",
       "2   Sun  0  39  15  18  3  1\n",
       "3  Thur  1  48   4   5  1  3"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = pd.read_csv('data/tips.csv')\n",
    "tips"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "把 day 作为索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Fri</th>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stat</th>\n",
       "      <td>2</td>\n",
       "      <td>53</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sun</th>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thur</th>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      1   2   3   4  5  6\n",
       "day                      \n",
       "Fri   1  16   1   1  0  0\n",
       "Stat  2  53  18  13  1  0\n",
       "Sun   0  39  15  18  3  1\n",
       "Thur  1  48   4   5  1  3"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips2 = tips.set_index('day')\n",
    "tips2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "day\n",
       "Fri     19\n",
       "Stat    87\n",
       "Sun     76\n",
       "Thur    62\n",
       "dtype: int64"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "day_sum = tips2.sum(axis=1)\n",
    "day_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Fri</th>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.842105</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stat</th>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.609195</td>\n",
       "      <td>0.206897</td>\n",
       "      <td>0.149425</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sun</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.513158</td>\n",
       "      <td>0.197368</td>\n",
       "      <td>0.236842</td>\n",
       "      <td>0.039474</td>\n",
       "      <td>0.013158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thur</th>\n",
       "      <td>0.016129</td>\n",
       "      <td>0.774194</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>0.080645</td>\n",
       "      <td>0.016129</td>\n",
       "      <td>0.048387</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             1         2         3         4         5         6\n",
       "day                                                             \n",
       "Fri   0.052632  0.842105  0.052632  0.052632  0.000000  0.000000\n",
       "Stat  0.022989  0.609195  0.206897  0.149425  0.011494  0.000000\n",
       "Sun   0.000000  0.513158  0.197368  0.236842  0.039474  0.013158\n",
       "Thur  0.016129  0.774194  0.064516  0.080645  0.016129  0.048387"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips3 = tips2.div(day_sum, axis=0)\n",
    "tips3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day'>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips3.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 直方图\n",
    "rondom生成随机数百分比直方图，调用hist方法\n",
    "- 柱高表示数据的频数，柱宽表示各组数据的组距\n",
    "- 参数bins可以设置直方图方柱的个数上限，越大柱宽越小，数据分组越细致\n",
    "- 设置density参数为True，可以把频数转换为概率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.Series([1,2,2,2,2,2,2,3,3,4,5,5,5,6,6])\n",
    "\n",
    "s.plot(kind='hist', bins=5, density=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "kde图:核密度估计，用于弥补直方图由于参数bins设置的不合理导致的精度缺失问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s.plot(kind='hist', bins=5, density=True)\n",
    "\n",
    "s.plot(kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: ylabel='Python'>, <Axes: ylabel='Java'>], dtype=object)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.rand(4, 2), index=list('ABCD'), columns=['Python', 'Java'])\n",
    "\n",
    "df\n",
    "# 画饼图\n",
    "# df['Python'].plot(kind='pie', autopct='%.1f%%')\n",
    "\n",
    "#\n",
    "df.plot.pie(subplots=True, figsize=(8, 8), autopct='%.1f%%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 散点图\n",
    "- 散点图是观察两个一维数据数列之间的关系的有效方法,DataFrame对象可用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.366838</td>\n",
       "      <td>0.556728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.415845</td>\n",
       "      <td>-2.316470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.407876</td>\n",
       "      <td>0.511253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.107840</td>\n",
       "      <td>1.592351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.378331</td>\n",
       "      <td>0.563976</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A         B\n",
       "0  0.366838  0.556728\n",
       "1  0.415845 -2.316470\n",
       "2 -1.407876  0.511253\n",
       "3  0.107840  1.592351\n",
       "4 -0.378331  0.563976"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.random.normal(size=(1000, 2))\n",
    "data\n",
    "\n",
    "df = pd.DataFrame(data, columns=['A', 'B'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='A', ylabel='B'>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df.plot(kind='scatter', x='A', y='B')\n",
    "\n",
    "df.plot.scatter(x='A', y='B')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 面积图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.rand(10, 4), columns=list('ABCD'))\n",
    "df\n",
    "\n",
    "# df.plot(kind='area')\n",
    "df.plot.area(stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAgSElEQVR4nO3df1SW9f3H8Rc/bwgELQQU2cGkZeUEw0GUbbkoKmWnc9o5rFY4V+7UxGmss8RS1y/JSsdZUZwMjussF9Vap6ONjqOxTic2TnpYtmN2NE1Lb36cjFsIQW74/lHS+ArGBdz3mxuej3Pu4/Hyuvi8OXfKs+u+7usO6u3t7RUAAICRYOsBAADAxEaMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU6HWAwxFT0+Pjh49qkmTJikoKMh6HAAAMAS9vb06ceKEpk+fruDgwc9/BESMHD16VMnJydZjAACAYThy5IhmzJgx6J8HRIxMmjRJ0lffTExMjPE0AABgKDwej5KTk/t+jg8mIGLk9EszMTExxAgAAAHm2y6xcHwB69tvv628vDxNnz5dQUFBeu211771mNraWl166aVyuVxKTU3V1q1bnS4LAADGKccx0t7errS0NJWVlQ1p/4MHD2rRokVauHChGhoatGrVKt1xxx168803HQ8LAADGH8cv01x//fW6/vrrh7x/eXm5Zs6cqU2bNkmSLrroIr3zzjv6/e9/r9zcXKfLAwCAccbn9xmpq6tTTk5Ov225ubmqq6sb9JjOzk55PJ5+DwAAMD75PEbcbrcSEhL6bUtISJDH41FHR8eAx5SUlCg2Nrbvwdt6AQAYv8bkHViLi4vV2tra9zhy5Ij1SAAAwEd8/tbexMRENTY29tvW2NiomJgYRUZGDniMy+WSy+Xy9WgAAGAM8PmZkezsbNXU1PTbtnPnTmVnZ/t6aQAAEAAcx0hbW5saGhrU0NAg6au37jY0NOjw4cOSvnqJpaCgoG//O++8Ux9//LF++9vf6sMPP9TTTz+tl156SXfffffofAcAACCgOY6R9957T/PmzdO8efMkSUVFRZo3b57WrVsnSTp27FhfmEjSzJkztWPHDu3cuVNpaWnatGmTnnvuOd7WCwAAJElBvb29vdZDfBuPx6PY2Fi1trZyO3gAAALEUH9+j8l30wAAgIkjID4oDwgkHV1eHWhuc3zcyVNefXq8QzOmRCoiLMTx8bOmRisy3PlxAGCNGAFG2YHmNi1+8h2/r7t9xQLNSYr1+7oAMFLECDDKZk2N1vYVCxwft7+pTauqGlSan67U+OhhrQsAgYgYAUZZZHjIiM5QpMZHc4YDwIRCjAAAMERcE+YbxAgAAEPENWG+QYwAADBEXBPmG8QIAABDxDVhvsFNzwAAgCliBAAAmCJGAACAKWIEAACYIkYAAIAp3k0DACPATbCAkSNGAGAEuAkWMHLECACMADfBAkaOGAGAEeAmWMDIcQErAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwFWo9ADCWHWxpV3tnt1/W2t/U1u9Xf4hyhWpmXJTf1gOAgRAjwCAOtrRr4RO1fl93VVWDX9f7xz1XESQATBEjwCBOnxEpzU9Xany0z9c7ecqrT493aMaUSEWEhfh8vf1NbVpV1eC3Mz8AMBhiBPgWqfHRmpMU65e15qf4ZRkAGFO4gBUAAJgiRgAAgCliBAAAmCJGAACAKWIEAACYIkYAAIApYgQAAJgiRgAAgCliBAAAmCJGAACAKWIEAACYIkYAAIApYgQAAJgiRgAAgCliBAAAmCJGAACAKWIEAACYIkYAAICpYcVIWVmZUlJSFBERoaysLNXX1591/9LSUl144YWKjIxUcnKy7r77bp08eXJYAwMAgPHFcYxUVVWpqKhI69ev1+7du5WWlqbc3Fw1NTUNuP+2bdu0evVqrV+/Xnv37lVFRYWqqqq0Zs2aEQ8PAAACn+MY2bx5s5YtW6alS5fq4osvVnl5uc455xxVVlYOuP+7776rK664QrfccotSUlJ07bXX6uabb/7WsykAAGBicBQjXV1d2rVrl3Jycr75AsHBysnJUV1d3YDHXH755dq1a1dffHz88cd64403dMMNNwy6TmdnpzweT78HAAAYn0Kd7NzS0iKv16uEhIR+2xMSEvThhx8OeMwtt9yilpYWLViwQL29veru7tadd9551pdpSkpK9MADDzgZDQAABChHMTIctbW12rBhg55++mllZWVp//79WrlypR566CGtXbt2wGOKi4tVVFTU93uPx6Pk5GRfjwoAmEAOtrSrvbPbL2vtb2rr96s/RLlCNTMuym/rjYSjGImLi1NISIgaGxv7bW9sbFRiYuKAx6xdu1a33Xab7rjjDknS9773PbW3t+uXv/yl7rvvPgUHn/lKkcvlksvlcjIaAABDdrClXQufqPX7uquqGvy63j/uuSoggsRRjISHhysjI0M1NTW68cYbJUk9PT2qqalRYWHhgMd8+eWXZwRHSEiIJKm3t3cYIwMAMDKnz4iU5qcrNT7a5+udPOXVp8c7NGNKpCLCQny+3v6mNq2qavDbmZ+RcvwyTVFRkZYsWaL58+crMzNTpaWlam9v19KlSyVJBQUFSkpKUklJiSQpLy9Pmzdv1rx58/peplm7dq3y8vL6ogQAAAup8dGakxTrl7Xmp/hlmYDkOEby8/PV3NysdevWye12Kz09XdXV1X0XtR4+fLjfmZD7779fQUFBuv/++/XZZ59p6tSpysvL0yOPPDJ63wUAAAhYw7qAtbCwcNCXZWpra/svEBqq9evXa/369cNZCgAAjHN8Ng0AADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFM+/9ReAAgUfIorYIMYAQDxKa6AJWIEAMSnuAKWiBEA+B98iivgf1zACgAATBEjAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATBEjAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATBEjAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATBEjAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATBEjAADAVKj1AMBYFhTq0UHPPgVHRFuPMuoOetoUFOqxHgMAiBHgbMIm/1tr6jdYj+EzYZOvlnSD9RgAJjhiBDiLU19kadOiWzQrfvydGTnQ1KZfv3DAegwAIEaAs+ntjtHMmAt18Xmx1qOMup6TrertbrYeAwC4gBUAANgiRgAAgCliBAAAmCJGAACAKWIEAACY4t00ftDR5dWB5jbHx5085dWnxzs0Y0qkIsJCHB8/a2q0IsOdHwcAgD8RI35woLlNi598x+/rbl+xQHOSxt9bUgEA4wsx4gezpkZr+4oFjo/b39SmVVUNKs1PV+owbro1a+r4u1EXAGD8IUb8IDI8ZERnKFLjoznDAQAYt7iAFQAAmCJGAACAKWIEAACYIkYAAIApYgQAAJgiRgAAgCliBAAAmBpWjJSVlSklJUURERHKyspSfX39Wff/4osvtHz5ck2bNk0ul0vf/e539cYbbwxrYAAAML44vulZVVWVioqKVF5erqysLJWWlio3N1f79u1TfHz8Gft3dXXpmmuuUXx8vF555RUlJSXpk08+0eTJk0djfgAAEOAcx8jmzZu1bNkyLV26VJJUXl6uHTt2qLKyUqtXrz5j/8rKSn3++ed69913FRYWJklKSUkZ2dQAAGDccPQyTVdXl3bt2qWcnJxvvkBwsHJyclRXVzfgMa+//rqys7O1fPlyJSQkaM6cOdqwYYO8Xu+g63R2dsrj8fR7AACA8clRjLS0tMjr9SohIaHf9oSEBLnd7gGP+fjjj/XKK6/I6/XqjTfe0Nq1a7Vp0yY9/PDDg65TUlKi2NjYvkdycrKTMQEAQADx+btpenp6FB8fr2effVYZGRnKz8/Xfffdp/Ly8kGPKS4uVmtra9/jyJEjvh4TAAAYcXTNSFxcnEJCQtTY2Nhve2NjoxITEwc8Ztq0aQoLC1NISEjftosuukhut1tdXV0KDw8/4xiXyyWXy+VkNAAAEKAcnRkJDw9XRkaGampq+rb19PSopqZG2dnZAx5zxRVXaP/+/erp6enb9tFHH2natGkDhggAAJhYHL9MU1RUpC1btuiPf/yj9u7dq7vuukvt7e19764pKChQcXFx3/533XWXPv/8c61cuVIfffSRduzYoQ0bNmj58uWj910AAICA5fitvfn5+Wpubta6devkdruVnp6u6urqvotaDx8+rODgbxonOTlZb775pu6++27NnTtXSUlJWrlype69997R+y4AAEDAchwjklRYWKjCwsIB/6y2tvaMbdnZ2frXv/41nKUAAMA4x2fTAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMDWsD8oDACDQBYV6dNCzT8ER0dajjLqDnjYFhXqsxxgyYgQAMCGFTf631tRvsB7DZ8ImXy3pBusxhoQYAQBMSKe+yNKmRbdoVvz4OzNyoKlNv37hgPUYQ0aMAAAmpN7uGM2MuVAXnxdrPcqo6znZqt7uZusxhowLWAEAgCliBAAAmCJGAACAKWIEAACYIkYAAIAp3k0DDKLjlFeS9MFnrX5Z7+Qprz493qEZUyIVERbi8/X2N7X5fA0AGApiBBjEga9/WK9+dY/xJL4V5eKfAQC2+FcIGMS1lyRKkmbFRyvST2cqVlU1qDQ/Xal+uglTlCtUM+Oi/LIWAAyGGAEGcW5UuH6a+R2/r5saH605SePvJkwAMBguYAUAAKaIEQAAYIoYAQAApogRAABgihgBAACmiBEAAGCKGAEAAKaIEQAAYIoYAQAApogRAABgihgBAACmiBEAAGCKGAEAAKaIEQAAYIoYAQAApogRAABgKtR6AAAYK4JCPTro2afgiGjrUUbdQU+bgkI91mMAAyJGAOBrYZP/rTX1G6zH8JmwyVdLusF6DOAMxAgAfO3UF1natOgWzYoff2dGDjS16dcvHLAeAxgQMQIAX+vtjtHMmAt18Xmx1qOMup6TrertbrYeAxgQF7ACAABTxAgAADBFjAAAAFPECAAAMMUFrA4dbGlXe2e3X9ba39TW71d/iHKFamZclN/WAwCAGHHgYEu7Fj5R6/d1V1U1+HW9f9xzFUECAPAbYsSB02dESvPTleqH+xCcPOXVp8c7NGNKpCLCQny+3v6mNq2qavDbmR8AACRiZFhS46M1J8k/9yGYn+KXZQAAMMMFrAAAwBQxAgAATBEjAADAFDECAABMESMAAMAUMQIAAEwNK0bKysqUkpKiiIgIZWVlqb6+fkjHvfjiiwoKCtKNN944nGUBAMA45DhGqqqqVFRUpPXr12v37t1KS0tTbm6umpqaznrcoUOHdM899+jKK68c9rAAAGD8cRwjmzdv1rJly7R06VJdfPHFKi8v1znnnKPKyspBj/F6vfrZz36mBx54QOeff/6IBgYAAOOLoxjp6urSrl27lJOT880XCA5WTk6O6urqBj3uwQcfVHx8vG6//fYhrdPZ2SmPx9PvAQAAxidHMdLS0iKv16uEhIR+2xMSEuR2uwc85p133lFFRYW2bNky5HVKSkoUGxvb90hOTnYyJgAACCA+fTfNiRMndNttt2nLli2Ki4sb8nHFxcVqbW3texw5csSHUwIAAEuOPigvLi5OISEhamxs7Le9sbFRiYmJZ+x/4MABHTp0SHl5eX3benp6vlo4NFT79u3TrFmzzjjO5XLJ5XI5GQ0AAAQoR2dGwsPDlZGRoZqamr5tPT09qqmpUXZ29hn7z549W3v27FFDQ0Pf48c//rEWLlyohoYGXn4BAADOzoxIUlFRkZYsWaL58+crMzNTpaWlam9v19KlSyVJBQUFSkpKUklJiSIiIjRnzpx+x0+ePFmSztgOAAAmJscxkp+fr+bmZq1bt05ut1vp6emqrq7uu6j18OHDCg7mxq4AAGBoHMeIJBUWFqqwsHDAP6utrT3rsVu3bh3OkgAAYJziFAYAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMEWMAAAAU6HWAwSaoFCPDnr2KTgi2nqUUXfQ06agUI/1GACACYYYcShs8r+1pn6D9Rg+Ezb5akk3WI8BAJhAiBGHTn2RpU2LbtGs+PF3ZuRAU5t+/cIB6zEAABMMMeJQb3eMZsZcqIvPi7UeZdT1nGxVb3ez9RgAgAmGC1gBAIApYgQAAJgiRgAAgCliBAAAmCJGAACAKWIEAACYIkYAAIApYgQAAJgiRgAAgCnuwAoAkjpOeSVJH3zW6pf1Tp7y6tPjHZoxJVIRYSE+X29/U5vP1wCGixgBAH312UyStPrVPcaT+FaUi3/2MfbwXyUASLr2kkRJ0qz4aEX66UzFqqoGleanK9VPH7wZ5QrVzLgov6wFOEGMAICkc6PC9dPM7/h93dT4aM1JGn8fvAk4wQWsAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATPHWXge4QyMAAKNvWDFSVlamxx9/XG63W2lpaXryySeVmZk54L5btmzR888/rw8++ECSlJGRoQ0bNgy6/1jGHRoBABh9jn/qVFVVqaioSOXl5crKylJpaalyc3O1b98+xcfHn7F/bW2tbr75Zl1++eWKiIjQxo0bde211+q///2vkpKSRuWb8Bfu0AgAwOhzHCObN2/WsmXLtHTpUklSeXm5duzYocrKSq1evfqM/V944YV+v3/uuef0l7/8RTU1NSooKBjm2Da4QyMAAKPP0QWsXV1d2rVrl3Jycr75AsHBysnJUV1d3ZC+xpdffqlTp07p3HPPHXSfzs5OeTyefg8AADA+OYqRlpYWeb1eJSQk9NuekJAgt9s9pK9x7733avr06f2C5v8rKSlRbGxs3yM5OdnJmAAAIID49a29jz76qF588UX99a9/VURExKD7FRcXq7W1te9x5MgRP04JAAD8ydE1I3FxcQoJCVFjY2O/7Y2NjUpMTDzrsU888YQeffRR/f3vf9fcuXPPuq/L5ZLL5XIyGgAACFCOzoyEh4crIyNDNTU1fdt6enpUU1Oj7OzsQY977LHH9NBDD6m6ulrz588f/rQAAGDccfxumqKiIi1ZskTz589XZmamSktL1d7e3vfumoKCAiUlJamkpESStHHjRq1bt07btm1TSkpK37Ul0dHRio72z9tVAQDA2OU4RvLz89Xc3Kx169bJ7XYrPT1d1dXVfRe1Hj58WMHB35xweeaZZ9TV1aWf/OQn/b7O+vXr9bvf/W5k0wMAgIA3rFttFhYWqrCwcMA/q62t7ff7Q4cODWcJAAAwQfBBeQAAwBQxAgAATBEjAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATBEjAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATBEjAADAFDECAABMESMAAMBUqPUAAAD4W8cpryTpg89a/bLeyVNefXq8QzOmRCoiLMTn6+1vavP5GqOJGAEATDgHvv5hvfrVPcaT+FaUKzB+zAfGlAAAjKJrL0mUJM2Kj1akn85UrKpqUGl+ulLjo32+nvRViMyMi/LLWiNFjAAAJpxzo8L108zv+H3d1PhozUmK9fu6Yx0XsAIAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTvJvGDzq6vDrQ7PwGNKdvWjPcm9fMmhqtyHDfv2UNAICRIEb84EBzmxY/+c6wj19V1TCs47avWMBbyAAAYx4x4gezpkZr+4oFjo8b6e2DZ031z411AAAYCWLEDyLDQ4Z9hmJ+yujOAgDAWMMFrAAAwBQxAgAATBEjAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATBEjAADAFDECAABMESMAAMAUMQIAAEwRIwAAwBQxAgAATBEjAADAFDECAABMhVoPAIw3HV1eHWhuc3zc/qa2fr86NWtqtCLDQ4Z1LABYIkaAUXaguU2Ln3xn2MevqmoY1nHbVyzQnKTYYa8LAFaIEWCUzZoare0rFjg+7uQprz493qEZUyIVEeb8DMesqdGOjwGAsYAYAUZZZHjIsM9QzE8Z3VkAIBBwASsAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAwRYwAAABTxAgAADBFjAAAAFPECAAAMDWsO7CWlZXp8ccfl9vtVlpamp588kllZmYOuv/LL7+stWvX6tChQ7rgggu0ceNG3XDDDcMeGgDGCj4YcWLh+faNoN7e3l4nB1RVVamgoEDl5eXKyspSaWmpXn75Ze3bt0/x8fFn7P/uu+/qBz/4gUpKSrR48WJt27ZNGzdu1O7duzVnzpwhrenxeBQbG6vW1lbFxMQ4GRcAfOqDz1pH9MGIw8UHI9rg+XZmqD+/HcdIVlaWvv/97+upp56SJPX09Cg5OVkrVqzQ6tWrz9g/Pz9f7e3t2r59e9+2yy67TOnp6SovLx/VbwYA/G24/6c8Gh+MOJ7/T3ms4vl2Zqg/vx29TNPV1aVdu3apuLi4b1twcLBycnJUV1c34DF1dXUqKirqty03N1evvfbaoOt0dnaqs7Oz7/cej8fJmADgN3ww4sTC8+0bji5gbWlpkdfrVUJCQr/tCQkJcrvdAx7jdrsd7S9JJSUlio2N7XskJyc7GRMAAASQMflumuLiYrW2tvY9jhw5Yj0SAADwEUcv08TFxSkkJESNjY39tjc2NioxMXHAYxITEx3tL0kul0sul8vJaAAAIEA5OjMSHh6ujIwM1dTU9G3r6elRTU2NsrOzBzwmOzu73/6StHPnzkH3BwAAE4vj+4wUFRVpyZIlmj9/vjIzM1VaWqr29nYtXbpUklRQUKCkpCSVlJRIklauXKkf/vCH2rRpkxYtWqQXX3xR7733np599tnR/U4AAEBAchwj+fn5am5u1rp16+R2u5Wenq7q6uq+i1QPHz6s4OBvTrhcfvnl2rZtm+6//36tWbNGF1xwgV577bUh32MEAACMb47vM2KB+4wAABB4hvrze0y+mwYAAEwcxAgAADBFjAAAAFPECAAAMEWMAAAAU8QIAAAw5fg+IxZOv/uYT+8FACBwnP65/W13EQmIGDlx4oQk8em9AAAEoBMnTig2NnbQPw+Im5719PTo6NGjmjRpkoKCgqzH8RuPx6Pk5GQdOXKEm71NADzfEwvP98QyUZ/v3t5enThxQtOnT+93d/b/LyDOjAQHB2vGjBnWY5iJiYmZUP/xTnQ83xMLz/fEMhGf77OdETmNC1gBAIApYgQAAJgiRsYwl8ul9evXy+VyWY8CP+D5nlh4vicWnu+zC4gLWAEAwPjFmREAAGCKGAEAAKaIEQAAYIoYAQAApoiRMaqurk4hISFatGiR9SjwoZ///OcKCgrqe5x33nm67rrr9P7771uPBh9yu91asWKFzj//fLlcLiUnJysvL081NTXWo2EU/e/f77CwMCUkJOiaa65RZWWlenp6rMcbU4iRMaqiokIrVqzQ22+/raNHj1qPAx+67rrrdOzYMR07dkw1NTUKDQ3V4sWLrceCjxw6dEgZGRl666239Pjjj2vPnj2qrq7WwoULtXz5cuvxMMpO//0+dOiQ/va3v2nhwoVauXKlFi9erO7ubuvxxoyAuB38RNPW1qaqqiq99957crvd2rp1q9asWWM9FnzE5XIpMTFRkpSYmKjVq1fryiuvVHNzs6ZOnWo8HUbbr371KwUFBam+vl5RUVF92y+55BL94he/MJwMvvC/f7+TkpJ06aWX6rLLLtPVV1+trVu36o477jCecGzgzMgY9NJLL2n27Nm68MILdeutt6qysvJbP34Z40NbW5v+9Kc/KTU1Veedd571OBhln3/+uaqrq7V8+fJ+IXLa5MmT/T8U/O5HP/qR0tLS9Oqrr1qPMmYQI2NQRUWFbr31VklfneJrbW3VP//5T+Op4Cvbt29XdHS0oqOjNWnSJL3++uuqqqo66ydcIjDt379fvb29mj17tvUoMDZ79mwdOnTIeowxg3/txph9+/apvr5eN998syQpNDRU+fn5qqioMJ4MvrJw4UI1NDSooaFB9fX1ys3N1fXXX69PPvnEejSMMs5w4rTe3l4FBQVZjzFmcM3IGFNRUaHu7m5Nnz69b1tvb69cLpeeeuqpIX0UMwJLVFSUUlNT+37/3HPPKTY2Vlu2bNHDDz9sOBlG2wUXXKCgoCB9+OGH1qPA2N69ezVz5kzrMcYMzoyMId3d3Xr++ee1adOmvv9Tbmho0H/+8x9Nnz5df/7zn61HhB8EBQUpODhYHR0d1qNglJ177rnKzc1VWVmZ2tvbz/jzL774wv9Dwe/eeust7dmzRzfddJP1KGMGZ0bGkO3bt+v48eO6/fbbzzgDctNNN6miokJ33nmn0XTwlc7OTrndbknS8ePH9dRTT6mtrU15eXnGk8EXysrKdMUVVygzM1MPPvig5s6dq+7ubu3cuVPPPPOM9u7daz0iRtHpv99er1eNjY2qrq5WSUmJFi9erIKCAuvxxgxiZAypqKhQTk7OgC/F3HTTTXrsscf0/vvva+7cuQbTwVeqq6s1bdo0SdKkSZM0e/Zsvfzyy7rqqqtsB4NPnH/++dq9e7ceeeQR/eY3v9GxY8c0depUZWRk6JlnnrEeD6Ps9N/v0NBQTZkyRWlpafrDH/6gJUuWcJH6/wjq5YoqAABgiCwDAACmiBEAAGCKGAEAAKaIEQAAYIoYAQAApogRAABgihgBAACmiBEAAGCKGAEAAKaIEQAAYIoYAQAApogRAABg6v8A7a63Dnn6RdoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.rand(10, 4), columns=list('ABCD'))\n",
    "df\n",
    "\n",
    "# df.plot(kind='box')\n",
    "df.plot.box()\n",
    "\n",
    "#最大值\n",
    "#75%\n",
    "# 50%\n",
    "# 25%\n",
    "# 最小值\n",
    "# 圆点:表式异常值，离群点"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
